post-llm
infrastructure
不可逆智能 基础设施
systems research and engineering for constrained intelligence.
面向约束条件的规模化智能系统
lab note: yl/home/001 enter research →34.0522N / 118.2437W
Research
研究
Constrained inference, verification frameworks, and post-prediction architectures. Every system ships with its evaluation harness.
Services
服务
Program-based engagements for edge deployment, local compute, and quantum workflow integration. Bounded scope. Defined deliverables.
Programs
项目
Five active research programs spanning post-LLM systems, quantum integration, edge inference, local hosting, and nano interfaces.
Post-LLM Systems
后大模型系统
Verification-first architectures for inference beyond token prediction. Memory systems, constrained orchestration, governance toolchains.
推断验证 · 内存架构 · 约束编排 5 active programs yl-qiQuantum-Integrated AI
量子集成AI
Hybrid classical-quantum workflows. Small quantum components as constrained decision elements. Bounded sampling integration.
混合工作流 · 有界采样 · 量子接口 3 active programs yl-eiEdge Inference
边缘推断
Offline-first private inference under thermal and latency envelopes. Deployment pipelines for constrained hardware targets.
离线推断 · 热边界 · 部署管道 4 active programs yl-lhLocal-Hosted Models
本地托管模型
Secure runtimes, airgapped workflows, local retrieval systems. Fine-tuning under defined constraint surfaces.
安全运行时 · 气隔工作流 · 本地检索 3 active programs yl-niNano Interfaces
纳米接口
Nanoscale sensing, materials-adjacent compute interfaces. Signal stability under physical constraints.
纳米传感 · 材料接口 · 信号稳定性 2 active programsVerification Budgets for Constrained Inference Systems: Formal Bounds and Empirical Validation
Workshop on Bounded Intelligence Systems, AAAI 2025
约束推断系统的验证预算：形式化边界与经验验证
Governance Trace Formats for Auditable Inference Pipelines
Technical Report yl-tr-019. Yueqian Labs
可审计推断管道的治理追踪格式
Thermal Envelope Characterization for Sub-5W Edge Inference Targets
IEEE Edge Computing Conference 2024
低于5瓦边缘推断目标的热边界表征
Bounded Sampling in Hybrid Classical-Quantum Workflows
Preprint, submitted to Workshop on Formal Methods in Quantum Computing
混合经典-量子工作流中的有界采样
Airgapped Runtime Design for Local Inference: Architecture and Security Guarantees
USENIX Security Symposium 2024 (Workshop Track)
本地推断的气隔运行时设计：架构与安全保障
Verification budget paper accepted at AAAI 2025 Workshop
验证预算论文被AAAI 2025工作坊接收
Our work on formal bounds for inference verification budgets has been accepted for oral presentation at the Workshop on Bounded Intelligence Systems, co-located with AAAI 2025 in Philadelphia.
Open-source release: yl-harness v0.4
开源发布：yl-harness v0.4
Version 0.4 of our evaluation harness framework is now available. Includes constraint surface definition language, budget tracking, and regression baseline tooling.
Edge Inference Group expands thermal profiling lab
边缘推断组扩展热分析实验室
New hardware targets added to the thermal profiling pipeline: RISC-V SoCs from SiFive and StarFive, expanding our coverage of sub-5W deployment targets.
Yueqian Labs launches Quantum Workflows Unit
月前实验室成立量子工作流单元
New division (yl-div-004) established to investigate bounded hybrid classical-quantum workflows. Initial focus on decoherence-aware scheduling and 7-qubit circuit integration.
Yueqian Labs maintains research collaborations with academic and industry partners on bounded inference, edge deployment, and verification systems. Collaborative outputs are subject to joint publication agreements and defined constraint surfaces.
月前实验室在有界推断、边缘部署和验证系统领域与学术及行业合作伙伴保持研究合作。合作成果受联合发表协议和约束面定义的约束。